Proficiency in server-side programming languages like Python, Java, Node.js, or Ruby, along with database management systems (MySQL, MongoDB), is essential. Employers often seek candidates with skills in RESTful API design, cloud platforms, and scalability optimization.

Front-end developers specialize in creating user interfaces (UIs) that are visually appealing, interactive, and responsive. They use technologies such as HTML, CSS, JavaScript, and frameworks like React, Angular, or Vue.js to bring designs to life.

Full-stack developers have expertise in both front-end and back-end development, enabling them to build complete web or mobile applications. They handle everything from designing user interfaces to writing server-side logic and managing databases

Employers typically require strong programming skills in languages like Java, C++, Python, or C#, alongside expertise in system design, version control (Git), and Agile methodologies. These roles offer opportunities across industries such as finance, healthcare, and technology.

Jobs in PHP frameworks focus on developing dynamic and scalable web applications using popular frameworks like Laravel, Symfony, or CodeIgniter. These roles involve building and maintaining server-side logic, integrating databases, and ensuring secure and efficient application performance.

ML engineers are responsible for designing and deploying machine learning models that enable intelligent decision-making in applications. They work with vast datasets, build algorithms, and optimize models for performance and scalability.